themattinthehatt / dreamscape

Playing around with generative models trained on natural images, along with (eventually) some visualization tools.

dreamscape

Playing around with generative models trained on natural images, along with (eventually) some visualization tools.

Variational Autoencoder (VAE)

Resources:

• original vae paper I - Kingma and Welling 2014
• original vae paper II - Rezende, Mohamed and Wierstra 2014
• tutorial paper - Doersch 2016
• helpful blog - Variational Autoencoder in Tensorflow, Jan Hendrik Metzen
• conditional vae paper - Sohn, Lee and Yan 2015

Generative Adversarial Network (GAN)

Resources:

• original gan paper - Goodfellow et al. 2014
• tutorial paper - Goodfellow 2017
• dcgan paper - Radford et al. 2016